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Migrate batch norm layer

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This commit is contained in:
Matúš Námešný
2025-11-21 23:24:14 +01:00
parent 5679dc0a50
commit fd4775faa4
11 changed files with 181 additions and 364 deletions
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16
include/backend.hpp
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@@ -16,6 +16,7 @@ class Backend {
// Tensor ops
virtual void print(const CUDANet::Tensor& input) = 0;
virtual void zero(CUDANet::Tensor& input) = 0;
virtual void fill(CUDANet::Tensor& input, int data) = 0;
virtual void
copy_to_device(CUDANet::Tensor& tensor, void* data, size_t size) = 0;
@@ -53,7 +54,7 @@ class Backend {
const CUDANet::Shape out_shape
) = 0;
virtual CUDANet::Tensor& maxPool2d(
virtual CUDANet::Tensor& max_pool2d(
const CUDANet::Tensor& input,
CUDANet::Tensor& output,
CUDANet::Shape input_shape,
@@ -63,7 +64,7 @@ class Backend {
CUDANet::Shape output_shape
) = 0;
virtual CUDANet::Tensor& avgPool2d(
virtual CUDANet::Tensor& avg_pool2d(
const CUDANet::Tensor& input,
CUDANet::Tensor& output,
CUDANet::Shape input_shape,
@@ -72,6 +73,17 @@ class Backend {
CUDANet::Shape padding_shape,
CUDANet::Shape output_shape
) = 0;
virtual CUDANet::Tensor& batch_norm(
const CUDANet::Tensor& input,
CUDANet::Tensor& output,
CUDANet::Shape input_shape,
CUDANet::Tensor& weights,
CUDANet::Tensor& biases,
CUDANet::Tensor& running_mean,
CUDANet::Tensor& running_var,
CUDANet::Tensor& epsilon
) = 0;
};
} // namespace CUDANet